Chinese contentScientist World：把 1000 篇论文变成 AI 科研可执行环境
把 1000 篇论文做成 AI 科学家能跑的实验环境，还测出它在 74% 场景下跑赢人类作者，训练数据也开源了，做科研智能体的别错过。
#科研智能体
5 stories · 1 in 7 days · 4 in 30 days
Stories, products and papers tagged "科研智能体", newest first.
Nov 6
Nov 3
Chinese contentPRIME：用反事实路由改进 LLM 科学创意的修订决策层
这篇论文给现有的 AI 科研创意系统加了个“改哪、怎么改”的决策层，靠反事实推演选修改方案，消融数据挺扎实，做科研智能体的可以看看。
Oct 26
Chinese contentPOSEIDON 从科研代码仓库自动构建 9.7 万个智能体训练环境
训练科研智能体最缺的就是能跑、能验证的环境，这套流水线从代码仓库自动造出近 10 万个，还把 Qwen3.5 训出了跨基准提升。
Sep 27
PRIMESCIENTIST agent cuts research attempts with tree-based planning
The key insight is that budget allocation strategy, not raw model capability, drives research-agent performance — treating experiments as a resource-allocation problem rather than a fixed pipeline. Teams building autonomous research or discovery agents can apply this explore-then-concentrate policy to cut token costs while improving output quality. It compares directly against AutoResearch on FIRE-Bench, giving a concrete benchmark baseline for evaluating competing agentic research frameworks.
